The photograph slid from Emily's grasp, fluttering to the floor like a wounded bird. Her great-aunt Susan, the celebrated philanthropist, was in the picture. The woman always spoke so highly of charity work. But here, the image was of her, laughing, seated at a lavish dinner, surrounded by men who were openly discussing a shady business deal.

Emily's stomach churned. The walls of the study seemed to close in, the air thick and cloying. A low hum filled her ears, a pressure building behind her eyes. All the stories, all the carefully crafted legacies, had been reduced to ash. She felt a burning need to escape, to run, to distance herself from the sudden, profound understanding of her family's deceit.

She needed to know more, but she wasn't sure if she could bear to.

Emotion: horrified

Cluster: Fear / Anxiety
PC1 (Valence): -2.63 Negative
PC2 (Disposition): -0.17

Role in Research

This story is one of 1,000 stories generated for the emotion horrified. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 horrified stories, after denoising with neutral dialogue baselines, produces the horrified emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the horrified vector is projected through the unembedding matrix.

Promoted:
😰0.336
sickening0.324
worse0.314
😣0.307
😖0.296
Suppressed:
la-0.444
B-0.295
enjoyed-0.260
optim-0.246
happy-0.244